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Data Preview

Tail

  theme_name_no additives/preservatives theme_name_salmon walmart_searchVolume amazon_searchVolume google_searchVolume total_post competitor_unit_price client_unit_price client_lbs_value
289 0 1 0.000000 0.000000 7713.000000 500.000000 5.999333 10.468299 5127492.171894
290 0 1 0.000000 178.000000 3542.000000 4630.875000 5.687655 10.801484 5060087.000000
291 0 0 0.000000 0.000000 40544.000000 2378.000000 7.987339 4.323914 3639712.866197
292 0 0 0.000000 1345.000000 38589.000000 3283.000000 7.714266 4.790466 4441815.968357
293 0 1 0.000000 0.000000 715.000000 1141.000000 6.036139 10.757761 4918901.000000

Pre Processing

Pre Processing - Imputations

Pre Processing - Imputations - Missing

No missing values in data

Pre Processing - Imputations - Infinitys

No Infinity values

Health Analysis

Health Plot

Missing Plot

Missing Value Summary

No Missing Values

Duplicate Columns

No duplicate variables

Outliers In Features

  N < (mean-3*std) > (mean+3*std) < (1stQ - 1.5 * IQR) > (3rdQ + 1.5 * IQR) -inf +inf
Feature              
theme_name_no additives/preservatives 294 0 22 0 22 0 0
google_searchVolume 294 0 2 0 0 0 0

Feature Analysis

Summary Stats

Summary Stats - Numeric Variables

  Variable Name Datatype No of Unique Samples Mean Standard Deviation Min 25th percentile Median 75th percentile Max
0 amazon_searchVolume float64 60 [0.0, 532.0, 1345.0, 94.0, 182.0] 352.561224 543.212302 0.000000 0.000000 0.000000 538.000000 1345.000000
1 client_lbs_value float64 294 [4786439.0, 5526476.0, 4279166.56244782, 4905987.327205882, 5114674.0] 4569749.489077 879145.595723 2755973.768759 3964491.855828 4689711.088934 5220519.500000 6698859.000000
2 client_unit_price float64 294 [9.424584654694256, 10.936036173700442, 5.063071171920445, 10.833823014014182, 10.632208884707362] 7.491836 3.027214 4.210722 4.618103 6.181990 10.801067 12.398403
3 competitor_unit_price float64 294 [6.762621611699198, 5.727253718183602, 7.386886320587916, 5.675104423545838, 5.5552959511377695] 7.186329 1.129806 5.366339 6.171850 7.421210 7.929547 10.426700
4 google_searchVolume float64 276 [1700.0, 12052.0, 39684.0, 3159.0, 4323.0] 24409.319380 21560.277251 18.000000 3584.000000 16910.000000 44097.250000 89872.948930
5 total_post float64 271 [113.0, 2649.0, 1781.0, 259.0, 360.0] 1595.155612 1184.345908 0.000000 539.000000 1576.500000 2175.750000 4630.875000

Summary Stats - Non Numeric Variables

  Variable Name Datatype No of Unique Samples Mode Mode Freq Mode Freq %
0 theme_name_no additives/preservatives int64 2 [0, 1] 0 272 92.517007
1 theme_name_salmon int64 2 [1, 0] 0 161 54.761905

Distributions

Distributions - Numeric Variables

Distributions - Numeric Variables - Amazon Searchvolume

Distributions - Numeric Variables - Client Lbs Value

Distributions - Numeric Variables - Client Unit Price

Distributions - Numeric Variables - Competitor Unit Price

Distributions - Numeric Variables - Google Searchvolume

Distributions - Numeric Variables - Theme Name No Additives/preservatives

Distributions - Numeric Variables - Theme Name Salmon

Distributions - Numeric Variables - Total Post

Distributions - Non Numeric Variables

No categorical variables in data.

Feature Normality

Feature Interactions

Correlation Table

  Variable 1 Variable 2 Corr Coef Abs Corr Coef
0 client_lbs_value competitor_unit_price -0.807848 0.807848
1 competitor_unit_price client_lbs_value -0.807848 0.807848
2 client_lbs_value theme_name_salmon 0.805645 0.805645
3 theme_name_salmon client_lbs_value 0.805645 0.805645
4 client_lbs_value client_unit_price 0.752889 0.752889
5 client_unit_price client_lbs_value 0.752889 0.752889
6 client_lbs_value google_searchVolume -0.466926 0.466926
7 google_searchVolume client_lbs_value -0.466926 0.466926
8 client_lbs_value theme_name_no additives/preservatives -0.455605 0.455605
9 theme_name_no additives/preservatives client_lbs_value -0.455605 0.455605
10 client_lbs_value total_post -0.047912 0.047912
11 total_post client_lbs_value -0.047912 0.047912
12 amazon_searchVolume client_lbs_value 0.038866 0.038866
13 client_lbs_value amazon_searchVolume 0.038866 0.038866

Correlation Heatmap

Covariance Heatmap

Bivariate Plots (top 50 Correlations)

Bivariate Plots (top 50 Correlations) - Theme Name Salmon Vs Client Unit Price

Bivariate Plots (top 50 Correlations) - Theme Name Salmon Vs Client Lbs Value

Bivariate Plots (top 50 Correlations) - Client Unit Price Vs Client Lbs Value

Bivariate Plots (top 50 Correlations) - Theme Name No Additives/preservatives Vs Competitor Unit Price

Bivariate Plots (top 50 Correlations) - Total Post Vs Google Searchvolume

Bivariate Plots (top 50 Correlations) - Google Searchvolume Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Total Post Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Google Searchvolume Vs Competitor Unit Price

Bivariate Plots (top 50 Correlations) - Client Lbs Value Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Total Post Vs Competitor Unit Price

Bivariate Plots (top 50 Correlations) - Competitor Unit Price Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Total Post Vs Client Lbs Value

Bivariate Plots (top 50 Correlations) - Theme Name No Additives/preservatives Vs Client Unit Price

Bivariate Plots (top 50 Correlations) - Theme Name No Additives/preservatives Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Theme Name Salmon Vs Theme Name No Additives/preservatives

Bivariate Plots (top 50 Correlations) - Client Unit Price Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Theme Name Salmon Vs Amazon Searchvolume

Bivariate Plots (top 50 Correlations) - Theme Name No Additives/preservatives Vs Google Searchvolume

Bivariate Plots (top 50 Correlations) - Total Post Vs Theme Name No Additives/preservatives

Bivariate Plots (top 50 Correlations) - Total Post Vs Theme Name Salmon

Bivariate Plots (top 50 Correlations) - Total Post Vs Client Unit Price

Bivariate Plots (top 50 Correlations) - Theme Name No Additives/preservatives Vs Client Lbs Value

Bivariate Plots (top 50 Correlations) - Google Searchvolume Vs Client Lbs Value

Bivariate Plots (top 50 Correlations) - Competitor Unit Price Vs Client Unit Price

Bivariate Plots (top 50 Correlations) - Theme Name Salmon Vs Google Searchvolume

Bivariate Plots (top 50 Correlations) - Google Searchvolume Vs Client Unit Price

Bivariate Plots (top 50 Correlations) - Competitor Unit Price Vs Client Lbs Value

Bivariate Plots (top 50 Correlations) - Theme Name Salmon Vs Competitor Unit Price

Key Drivers

Client Lbs Value

Client Lbs Value - Feature Scores - Feature Correlation

Client Lbs Value - Feature Importances - From Model

Client Lbs Value - Pca Analysis

Client Lbs Value - Pca Analysis - Pca Projection

Client Lbs Value - Pca Analysis - Correlation With Dimension 2 (y)

Client Lbs Value - Pca Analysis - Correlation With Dimension 1 (x)

Client Lbs Value - Bivariate Plots

Client Lbs Value - Bivariate Plots - Theme Name No Additives/preservatives

Client Lbs Value - Bivariate Plots - Theme Name Salmon

Client Lbs Value - Bivariate Plots - Amazon Searchvolume

Client Lbs Value - Bivariate Plots - Google Searchvolume

Client Lbs Value - Bivariate Plots - Total Post

Client Lbs Value - Bivariate Plots - Competitor Unit Price

Client Lbs Value - Bivariate Plots - Client Unit Price